{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T15:34:30Z","timestamp":1743089670332,"version":"3.40.3"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319463063"},{"type":"electronic","value":"9783319463070"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-46307-0_7","type":"book-chapter","created":{"date-parts":[[2016,9,20]],"date-time":"2016-09-20T07:47:42Z","timestamp":1474357662000},"page":"101-117","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Approximating Numeric Role Fillers via Predictive Clustering Trees for Knowledge Base Enrichment in the Web of Data"],"prefix":"10.1007","author":[{"given":"Giuseppe","family":"Rizzo","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Claudia","family":"d\u2019Amato","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicola","family":"Fanizzi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Floriana","family":"Esposito","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,9,21]]},"reference":[{"key":"7_CR1","series-title":"Synthesis Lectures on the Semantic Web","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-031-79432-2","volume-title":"Linked Data: Evolving the Web into a Global Data Space","author":"T Heath","year":"2011","unstructured":"Heath, T., Bizer, C.: Linked Data: Evolving the Web into a Global Data Space. Synthesis Lectures on the Semantic Web. Morgan & Claypool, Palo Alto (2011)"},{"key":"7_CR2","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1007\/s10618-012-0253-2","volume":"24","author":"A Rettinger","year":"2012","unstructured":"Rettinger, A., L\u00f6sch, U., Tresp, V., d\u2019Amato, C., Fanizzi, N.: Mining the semantic web. Data Min. Knowl. Discov. 24, 613\u2013662 (2012)","journal-title":"Data Min. Knowl. Discov."},{"key":"7_CR3","volume-title":"The Description Logic Handbook","year":"2007","unstructured":"Baader, F., Calvanese, D., McGuinness, D., Nardi, D., Patel-Schneider, P. (eds.): The Description Logic Handbook, 2nd edn. Cambridge University Press, Cambridge (2007)","edition":"2"},{"key":"7_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1007\/3-540-44960-4_3","volume-title":"Inductive Logic Programming","author":"L Badea","year":"2000","unstructured":"Badea, L., Nienhuys-Cheng, S.-H.: A refinement operator for description logics. In: Cussens, J., Frisch, A. (eds.) ILP 2000. LNCS (LNAI), vol. 1866, pp. 40\u201359. Springer, Heidelberg (2000). doi:10.1007\/3-540-44960-4_3"},{"key":"7_CR5","doi-asserted-by":"publisher","first-page":"429","DOI":"10.1142\/S1793351X12400144","volume":"6","author":"N Fanizzi","year":"2012","unstructured":"Fanizzi, N., d\u2019Amato, C., Esposito, F., Minervini, P.: Numeric prediction on OWL knowledge bases through terminological regression trees. Int. J. Semant. Comput. 6, 429\u2013446 (2012)","journal-title":"Int. J. Semant. Comput."},{"key":"7_CR6","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1111\/1467-9868.00054","volume":"59","author":"L Breiman","year":"1997","unstructured":"Breiman, L., Friedman, J.: Predicting multivariate responses in multiple linear regression. J. Roy. Stat. Soc. 59, 3\u201354 (1997)","journal-title":"J. Roy. Stat. Soc."},{"key":"7_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1007\/11733492_14","volume-title":"Knowledge Discovery in Inductive Databases","author":"B \u017denko","year":"2006","unstructured":"\u017denko, B., D\u017eeroski, S., Struyf, J.: Learning predictive clustering rules. In: Bonchi, F., Boulicaut, J.-F. (eds.) KDID 2005. LNCS, vol. 3933, pp. 234\u2013250. Springer, Heidelberg (2006). doi:10.1007\/11733492_14"},{"key":"7_CR8","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"272","DOI":"10.1007\/11595014_27","volume-title":"Progress in Artificial Intelligence","author":"J Struyf","year":"2005","unstructured":"Struyf, J., D\u017eeroski, S., Blockeel, H., Clare, A.: Hierarchical multi-classification with predictive clustering trees in functional genomics. In: Bento, C., Cardoso, A., Dias, G. (eds.) EPIA 2005. LNCS (LNAI), vol. 3808, pp. 272\u2013283. Springer, Heidelberg (2005). doi:10.1007\/11595014_27"},{"key":"7_CR9","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1007\/978-3-642-15880-3_34","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"N Fanizzi","year":"2010","unstructured":"Fanizzi, N., d\u2019Amato, C., Esposito, F.: Induction of concepts in web ontologies through terminological decision trees. In: Balc\u00e1zar, J.L., Bonchi, F., Gionis, A., Sebag, M. (eds.) ECML PKDD 2010. LNCS (LNAI), vol. 6321, pp. 442\u2013457. Springer, Heidelberg (2010). doi:10.1007\/978-3-642-15880-3_34"},{"key":"7_CR10","doi-asserted-by":"publisher","first-page":"285","DOI":"10.1016\/S0004-3702(98)00034-4","volume":"101","author":"H Blockeel","year":"1998","unstructured":"Blockeel, H., De Raedt, L.: Top-down induction of first-order logical decision trees. Artif. Intell. 101, 285\u2013297 (1998)","journal-title":"Artif. Intell."},{"key":"7_CR11","first-page":"216","volume":"5","author":"H Borchani","year":"2015","unstructured":"Borchani, H., Varando, G., Bielza, C., Larra\u00f1aga, P.: A survey on multi-output regression. WIREs: Data Min. Knowl. Discov. 5, 216\u2013233 (2015)","journal-title":"WIREs: Data Min. Knowl. Discov."},{"key":"7_CR12","first-page":"2367","volume":"13","author":"T Aho","year":"2012","unstructured":"Aho, T., \u017denko, B., D\u017eeroski, S., Elomaa, T.: Multi-target regression with rule ensembles. J. Mach. Learn. Res. 13, 2367\u20132407 (2012)","journal-title":"J. Mach. Learn. Res."},{"key":"7_CR13","doi-asserted-by":"publisher","first-page":"817","DOI":"10.1016\/j.patcog.2012.09.023","volume":"46","author":"D Kocev","year":"2013","unstructured":"Kocev, D., Vens, C., Struyf, J., Dzeroski, S.: Tree ensembles for predicting structured outputs. Pattern Recogn. 46, 817\u2013833 (2013)","journal-title":"Pattern Recogn."},{"key":"7_CR14","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1007\/978-3-642-40897-7_3","volume-title":"Discovery Science","author":"I Dimitrovski","year":"2013","unstructured":"Dimitrovski, I., Kocev, D., Loskovska, S., D\u017eeroski, S.: Fast and scalable image retrieval using predictive clustering trees. In: F\u00fcrnkranz, J., H\u00fcllermeier, E., Higuchi, T. (eds.) DS 2013. LNCS (LNAI), vol. 8140, pp. 33\u201348. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-40897-7_3"},{"unstructured":"Horrocks, I., Patel-Schneider, P.F., Boley, H., Tabet, S., Grosof, B., Dean, M.: SWRL: a semantic web rule language combining OWL and RuleML. Technical report (2004). https:\/\/www.w3.org\/Submission\/SWRL\/","key":"7_CR15"},{"unstructured":"Blockeel, H., DeRaedt, L., Ramon, J.: Top-down induction of clustering trees. In: Proceedings of ICML1998, pp. 55\u201363. Morgan Kaufmann (1998)","key":"7_CR16"},{"key":"7_CR17","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1007\/978-3-540-78469-2_17","volume-title":"Inductive Logic Programming","author":"J Lehmann","year":"2008","unstructured":"Lehmann, J., Hitzler, P.: A refinement operator based learning algorithm for the $$\\cal ALC$$ description logic. In: Blockeel, H., Ramon, J., Shavlik, J., Tadepalli, P. (eds.) ILP 2007. LNCS (LNAI), vol. 4894, pp. 147\u2013160. Springer, Heidelberg (2008). doi:10.1007\/978-3-540-78469-2_17"},{"key":"7_CR18","first-page":"2639","volume":"10","author":"J Lehmann","year":"2009","unstructured":"Lehmann, J.: DL-learner: learning concepts in description logics. J. Mach. Learn. Res. 10, 2639\u20132642 (2009)","journal-title":"J. Mach. Learn. Res."},{"key":"7_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"502","DOI":"10.1007\/978-3-540-74958-5_46","volume-title":"Machine Learning: ECML 2007","author":"A Appice","year":"2007","unstructured":"Appice, A., D\u017eeroski, S.: Stepwise induction of multi-target model trees. In: Kok, J.N., Koronacki, J., Mantaras, R.L., Matwin, S., Mladeni\u010d, D., Skowron, A. (eds.) ECML 2007. LNCS (LNAI), vol. 4701, pp. 502\u2013509. Springer, Heidelberg (2007). doi:10.1007\/978-3-540-74958-5_46"}],"container-title":["Lecture Notes in Computer Science","Discovery Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-46307-0_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,12]],"date-time":"2024-03-12T12:07:13Z","timestamp":1710245233000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-46307-0_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319463063","9783319463070"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-46307-0_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"21 September 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"DS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Discovery Science","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bari","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 October 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21 October 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"dis2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}